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A DECOMPOSITION-COORDINATION METHOD FOR COMPLEX MULTI-OBJECTIVE SYSTEMS

机译:复杂多目标系统的分解协调方法

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摘要

The generation of Pareto optimal solutions for complex systems with multiple conflicting objectives can be easier if the problem can be decomposed and solved as a set of smaller coordinated subproblems. In this paper, a new decomposition-coordination method is proposed, where the global problem is partitioned into subsystems on the basis of the connection structure of the mathematical model, assigning a relative importance to each of them. In order to obtain Pareto optimal solutions for the global system, the aforementioned subproblems are coordinated taking into account their relative importance. The scheme that has been developed is an iterative one, and the global efficient solutions are found through a continuous information exchange process between the coordination level (upper level) and the subsystem level (lower level). Computational experiments on several randomly generated problem instances show that the suggested algorithm produces efficient solutions within reasonable computational times.
机译:如果可以将问题分解为一组较小的协调子问题,则可以更轻松地为具有多个冲突目标的复杂系统生成帕累托最优解。本文提出了一种新的分解协调方法,将全局问题根据数学模型的连接结构划分为子系统,并为每个子系统分配相对重要性。为了获得针对全局系统的帕累托最优解,考虑到它们的相对重要性,对上述子问题进行协调。已开发的方案是一种迭代方案,通过在协调级别(上级)和子系统级别(下级)之间进行连续的信息交换过程,可以找到全局有效的解决方案。在几个随机生成的问题实例上的计算实验表明,所提出的算法可以在合理的计算时间内产生有效的解。

著录项

  • 来源
    《Asia-Pacific Journal of Operational Research》 |2009年第6期|735-757|共23页
  • 作者单位

    Department of Applied Economics (Mathematics), University of Malaga Campus El Ejido s. 29071-Malaga, Spain;

    Department of Applied Economics (Mathematics), University of Malaga Campus El Ejido s. 29071-Malaga, Spain;

    Department of Applied Economics (Mathematics), University of Malaga Campus El Ejido s. 29071-Malaga, Spain;

    Department of Applied Economics (Mathematics), University of Malaga Campus El Ejido s. 29071-Malaga, Spain;

    Department of Applied Economics (Mathematics), University of Malaga Campus El Ejido s. 29071-Malaga, Spain;

  • 收录信息
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    decision analysis; multi-objective; non-linear programming; complex systems;

    机译:决策分析;多目标非线性编程复杂系统;

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